{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extraction of phonological features from audio files\n",
    "\n",
    "Compute phonological features from continuous speech files.\n",
    "\n",
    "18 descriptors are computed, bases on 18 different phonological classes from the phonet toolkit \n",
    "\n",
    "https://phonet.readthedocs.io/en/latest/?badge=latest\n",
    "\n",
    "It computes the phonological log-likelihood ratio features from phonet\n",
    "\n",
    "Static or dynamic matrices can be computed:\n",
    "\n",
    "Static matrix is formed with 108 features formed with (18 descriptors) x (6 functionals: mean, std, skewness, kurtosis, max, min)\n",
    "\n",
    "Dynamic matrix is formed with the 18 descriptors computed for frames of 25 ms with a time-shift of 10 ms.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "sys.path.append(\"../\")\n",
    "from phonological.phonological import Phonological"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "phonologicalf=Phonological()\n",
    "file_audio=\"../audios/001_ddk1_PCGITA.wav\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract features and return them as a numpy array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/camilo/anaconda3/lib/python3.6/site-packages/tensorflow/python/ops/resource_variable_ops.py:435: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Colocations handled automatically by placer.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1080 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/camilo/anaconda3/lib/python3.6/site-packages/matplotlib/figure.py:98: MatplotlibDeprecationWarning: \n",
      "Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  \"Adding an axes using the same arguments as a previous axes \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x1440 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(108,)\n"
     ]
    }
   ],
   "source": [
    "features1=phonologicalf.extract_features_file(file_audio, static=True, plots=True, fmt=\"npy\")\n",
    "print(features1.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract static features and return them as a dataframe "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   anterior_kurtosis  anterior_max  anterior_mean  anterior_min  \\\n",
      "0          -0.815756      0.419183       -0.81608     -1.692651   \n",
      "\n",
      "   anterior_skewness  anterior_std  back_kurtosis  back_max  back_mean  \\\n",
      "0           0.065389      0.427656      -1.088166  3.222025   1.163344   \n",
      "\n",
      "   back_min    ...      vocalic_mean  vocalic_min  vocalic_skewness  \\\n",
      "0 -1.089817    ...          0.881377    -1.123314         -0.011596   \n",
      "\n",
      "   vocalic_std  voice_kurtosis  voice_max  voice_mean  voice_min  \\\n",
      "0     1.129333       -1.415178   3.106966     1.05628  -0.841966   \n",
      "\n",
      "   voice_skewness  voice_std  \n",
      "0        0.065567   1.146205  \n",
      "\n",
      "[1 rows x 108 columns]\n"
     ]
    }
   ],
   "source": [
    "features1=phonologicalf.extract_features_file(file_audio, static=True, plots=False, fmt=\"csv\")\n",
    "print(features1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract dynamic features and return them as a dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     anterior      back     close  consonantal  continuant    dental  \\\n",
      "0   -1.167165  0.707425 -0.816183     0.242156    0.354737  0.417513   \n",
      "1   -1.390965  1.049907 -0.897316     0.201403    0.516070  0.451745   \n",
      "2   -1.352021  1.521410 -0.845405     0.105291    0.307535  0.275433   \n",
      "3   -1.276914  1.879744 -0.675011     0.034331    0.197481  0.105455   \n",
      "4   -1.237874  2.318525 -0.483503    -0.203479   -0.112426 -0.014190   \n",
      "5   -1.204517  2.710684 -0.445606    -0.548582   -0.405845 -0.061136   \n",
      "6   -1.097958  2.650511 -0.605129    -0.648003   -0.410936 -0.010140   \n",
      "7   -1.097939  2.383419 -0.737846    -0.588478   -0.270358  0.109298   \n",
      "8   -1.290051  2.028761 -0.863231    -0.442653    0.022106  0.328077   \n",
      "9   -1.426684  1.794282 -0.887517    -0.316654    0.200265  0.536790   \n",
      "10  -1.433805  1.696635 -0.787395    -0.225855    0.240358  0.658212   \n",
      "11  -1.407371  1.708538 -0.545748    -0.141860    0.211820  0.703749   \n",
      "12  -1.276465  1.763299 -0.200265    -0.128929    0.116992  0.716935   \n",
      "13  -1.039405  2.159766  0.052495    -0.342231   -0.113263  0.535777   \n",
      "14  -0.659831  2.418812  0.201125    -0.611780   -0.307238  0.273501   \n",
      "15  -0.229954  2.451844  0.252395    -0.740613   -0.437049  0.018629   \n",
      "16   0.078809  2.188033  0.168591    -0.706112   -0.631111 -0.215875   \n",
      "17   0.171627  1.721014  0.242558    -0.346030   -0.760521 -0.437160   \n",
      "18   0.044026  1.146313  0.165345     0.363470   -0.708949 -0.507948   \n",
      "19  -0.244721  0.526375 -0.008436     0.908504   -0.583470 -0.199512   \n",
      "20  -0.590757  0.254138 -0.144803     1.282074   -0.484239  0.257641   \n",
      "21  -0.846132  0.054646 -0.310385     1.479742   -0.432887  0.696582   \n",
      "22  -0.767899 -0.102113 -0.388466     1.620889   -0.495777  0.978418   \n",
      "23  -0.611713 -0.203865 -0.391037     1.711164   -0.590002  1.100384   \n",
      "24  -0.509868 -0.354682 -0.400019     1.844541   -0.603102  1.230767   \n",
      "25  -0.452607 -0.555807 -0.398765     1.989698   -0.520848  1.398692   \n",
      "26  -0.457946 -0.859061 -0.413151     2.204077   -0.427925  1.610026   \n",
      "27  -0.804690 -1.032340 -0.524598     2.551626   -0.181874  1.937682   \n",
      "28  -1.234642 -0.926055 -0.738373     2.992730    0.197592  2.504968   \n",
      "29  -1.498075  0.090651 -0.837982     2.341226    0.095979  2.220348   \n",
      "..        ...       ...       ...          ...         ...       ...   \n",
      "323 -1.159683  2.490221 -0.792597    -0.594346   -0.416750 -0.206182   \n",
      "324 -1.193630  2.814465 -0.771429    -0.694524   -0.546026 -0.309639   \n",
      "325 -1.180225  3.027789 -0.758849    -0.738653   -0.659529 -0.351797   \n",
      "326 -1.195129  3.055207 -0.765072    -0.734397   -0.686014 -0.353603   \n",
      "327 -1.241287  3.014836 -0.733367    -0.706039   -0.668635 -0.400618   \n",
      "328 -1.228613  2.804138 -0.652101    -0.634451   -0.668860 -0.483378   \n",
      "329 -1.180987  2.426741 -0.614588    -0.489725   -0.702968 -0.527495   \n",
      "330 -1.091650  2.083684 -0.594072    -0.315415   -0.716618 -0.546006   \n",
      "331 -1.040704  1.642713 -0.541678    -0.120098   -0.637878 -0.454705   \n",
      "332 -0.831451  1.334245 -0.432205     0.020971   -0.644124 -0.399175   \n",
      "333 -0.663782  1.142129 -0.379625     0.044717   -0.684572 -0.411141   \n",
      "334 -0.623747  1.046049 -0.365151     0.069203   -0.672357 -0.407307   \n",
      "335 -0.677378  1.014841 -0.359205     0.082013   -0.687496 -0.378052   \n",
      "336 -0.726060  0.992551 -0.362429     0.069131   -0.654171 -0.331744   \n",
      "337 -0.691202  0.959536 -0.366843     0.054463   -0.656940 -0.298861   \n",
      "338 -0.661321  0.938192 -0.408879     0.017373   -0.643978 -0.244796   \n",
      "339 -0.666507  0.931814 -0.430304    -0.050956   -0.628903 -0.180343   \n",
      "340 -0.666053  0.957277 -0.458405    -0.104711   -0.662909 -0.179213   \n",
      "341 -0.693914  0.989523 -0.490873    -0.124616   -0.672929 -0.194816   \n",
      "342 -0.698096  0.987554 -0.477948    -0.149052   -0.655766 -0.214855   \n",
      "343 -0.715566  0.954089 -0.443447    -0.175737   -0.620483 -0.218465   \n",
      "344 -0.773675  0.915933 -0.462947    -0.192061   -0.596668 -0.222665   \n",
      "345 -0.795129  0.873037 -0.448142    -0.204521   -0.590736 -0.222303   \n",
      "346 -0.840461  0.844450 -0.452931    -0.210613   -0.574512 -0.219858   \n",
      "347 -0.850760  0.791961 -0.447722    -0.201678   -0.563414 -0.201766   \n",
      "348 -0.761383  0.645713 -0.370180    -0.178758   -0.563122 -0.167054   \n",
      "349 -0.749973  0.553764 -0.352287    -0.152485   -0.544588 -0.135263   \n",
      "350 -0.780106  0.409427 -0.358652    -0.097284   -0.481593 -0.053584   \n",
      "351 -0.817171  0.233684 -0.384973    -0.008482   -0.371787  0.045235   \n",
      "352 -0.785127 -0.023959 -0.363874     0.105668   -0.220542  0.100390   \n",
      "\n",
      "         flap    labial   lateral     nasal      open     pause      stop  \\\n",
      "0   -0.206846  0.403272  0.166160  0.432891  0.621361 -0.510730  0.298761   \n",
      "1   -0.434912  0.518880 -0.032103  0.233503  0.868841 -1.107767  0.418977   \n",
      "2   -0.452479  0.408729 -0.303409 -0.013906  1.212762 -1.262475  0.313549   \n",
      "3   -0.446818  0.028014 -0.490157 -0.303392  1.541867 -1.121639  0.175561   \n",
      "4   -0.496582 -0.322232 -0.499649 -0.458057  1.989852 -1.240179  0.006369   \n",
      "5   -0.524778 -0.573941 -0.381240 -0.542531  2.424842 -1.584221 -0.226167   \n",
      "6   -0.464859 -0.694211 -0.266022 -0.467009  2.464989 -1.642649 -0.260760   \n",
      "7   -0.485921 -0.605293 -0.206888 -0.344864  2.210729 -1.512013 -0.188952   \n",
      "8   -0.618272 -0.375829 -0.267703 -0.260113  1.859220 -1.426709  0.045783   \n",
      "9   -0.634641 -0.303602 -0.329033 -0.315490  1.612262 -1.501293  0.244134   \n",
      "10  -0.585047 -0.296795 -0.407992 -0.400145  1.510663 -1.720180  0.298928   \n",
      "11  -0.585360 -0.370442 -0.456992 -0.455608  1.522968 -1.887870  0.293070   \n",
      "12  -0.555532 -0.459866 -0.496327 -0.557496  1.598470 -2.128581  0.261606   \n",
      "13  -0.516015 -0.546249 -0.517721 -0.788038  1.942612 -2.537503  0.054315   \n",
      "14  -0.445114 -0.570807 -0.521230 -0.948676  2.222965 -2.886908 -0.160198   \n",
      "15  -0.314708 -0.571926 -0.500969 -0.911703  2.271966 -2.875725 -0.325615   \n",
      "16  -0.167015 -0.494595 -0.279381 -0.460422  2.253906 -2.786176 -0.571349   \n",
      "17  -0.153155  0.007074 -0.020416  0.289085  1.881495 -2.747785 -0.813592   \n",
      "18  -0.287354  0.750235  0.168874  1.043065  1.164899 -2.405917 -0.776922   \n",
      "19  -0.409624  0.991937  0.240186  1.522828  0.480273 -1.658630 -0.415839   \n",
      "20  -0.338930  0.915843  0.345936  1.664483  0.058667 -1.197989  0.184021   \n",
      "21  -0.208770  0.953375  0.420563  1.564297 -0.161002 -0.933898  0.722639   \n",
      "22  -0.158576  1.068246  0.485505  1.361931 -0.269924 -0.739715  1.118807   \n",
      "23  -0.151164  1.276210  0.546202  1.103138 -0.319652 -0.534171  1.424116   \n",
      "24  -0.137452  1.448243  0.581552  0.859827 -0.484140 -0.297516  1.687225   \n",
      "25  -0.145642  1.605773  0.543480  0.627198 -0.705316 -0.062751  1.933259   \n",
      "26  -0.188477  1.811611  0.412279  0.301324 -0.924826  0.141454  2.336346   \n",
      "27  -0.208038  2.004007  0.158282 -0.007849 -1.122417  0.003324  2.828924   \n",
      "28  -0.105092  1.893289 -0.166454 -0.274128 -1.152618 -0.753741  3.187843   \n",
      "29  -0.011469  1.681431 -0.391664 -0.701528 -0.152600 -1.394668  2.724489   \n",
      "..        ...       ...       ...       ...       ...       ...       ...   \n",
      "323 -0.079101 -0.483365 -0.225337 -0.654675  2.281060 -1.390724 -0.446345   \n",
      "324 -0.183719 -0.560816 -0.318341 -0.753919  2.577688 -1.535476 -0.513301   \n",
      "325 -0.222366 -0.667291 -0.355672 -0.804877  2.763343 -1.567026 -0.585324   \n",
      "326 -0.217399 -0.690015 -0.336633 -0.822731  2.779624 -1.546423 -0.610395   \n",
      "327 -0.174107 -0.675478 -0.305212 -0.750395  2.696428 -1.479208 -0.622801   \n",
      "328 -0.118852 -0.590149 -0.217863 -0.475666  2.471458 -1.268288 -0.628026   \n",
      "329 -0.070633 -0.307840 -0.196847 -0.009342  2.120375 -0.909948 -0.606242   \n",
      "330 -0.069585  0.039990 -0.199215  0.370200  1.868567 -0.717242 -0.629934   \n",
      "331 -0.070067  0.373529 -0.146249  0.698454  1.493590 -0.396506 -0.631788   \n",
      "332 -0.036778  0.379452 -0.066818  0.843242  1.245069 -0.060980 -0.668443   \n",
      "333  0.011367  0.421171 -0.006478  0.849289  1.082891  0.314240 -0.622774   \n",
      "334  0.128948  0.291411  0.125813  0.829460  0.947060  0.549203 -0.591831   \n",
      "335  0.219714  0.197114  0.223042  0.851725  0.847206  0.812268 -0.536995   \n",
      "336  0.232641  0.128358  0.259029  0.818526  0.772558  1.114003 -0.489190   \n",
      "337  0.205110  0.103857  0.243726  0.761706  0.712092  1.396670 -0.414137   \n",
      "338  0.210273  0.051074  0.195417  0.649045  0.674259  1.714416 -0.328062   \n",
      "339  0.196107  0.013659  0.127347  0.517124  0.610568  2.117540 -0.266727   \n",
      "340  0.199958 -0.011427  0.072631  0.379332  0.596245  2.427573 -0.211178   \n",
      "341  0.203434 -0.053969  0.036671  0.266262  0.610265  2.659784 -0.171755   \n",
      "342  0.173172 -0.100714 -0.015698  0.187597  0.597887  2.947139 -0.145606   \n",
      "343  0.134252 -0.121429 -0.109968  0.085941  0.568086  3.268072 -0.104380   \n",
      "344  0.103541 -0.116016 -0.176706 -0.026924  0.522253  3.487765 -0.025059   \n",
      "345  0.039341 -0.100990 -0.248689 -0.122216  0.458308  3.705203  0.053927   \n",
      "346 -0.003075 -0.078720 -0.301485 -0.183040  0.411029  3.809440  0.127992   \n",
      "347 -0.043293 -0.053395 -0.348818 -0.217070  0.343320  3.852074  0.184099   \n",
      "348 -0.082629 -0.010860 -0.378931 -0.208674  0.217293  3.799459  0.242264   \n",
      "349 -0.132353  0.006161 -0.413894 -0.199687  0.140941  3.733440  0.303768   \n",
      "350 -0.186187  0.040183 -0.427665 -0.183592  0.026894  3.589835  0.403030   \n",
      "351 -0.239500  0.063431 -0.423805 -0.198599 -0.145985  3.424001  0.505420   \n",
      "352 -0.320431  0.107045 -0.400411 -0.189193 -0.359846  3.108099  0.598887   \n",
      "\n",
      "     strident  time     trill     velar   vocalic     voice  \n",
      "0   -0.700087  0.00 -1.439343 -0.260357  0.473920  0.982517  \n",
      "1   -0.798871  0.01 -1.353433 -0.258486  0.787856  1.226672  \n",
      "2   -0.859780  0.02 -1.527690 -0.157490  1.185011  1.444934  \n",
      "3   -0.866629  0.03 -1.924418 -0.000370  1.485420  1.657477  \n",
      "4   -0.985448  0.04 -2.234600 -0.070588  1.939312  2.104749  \n",
      "5   -1.185721  0.05 -2.235587 -0.333002  2.372233  2.745114  \n",
      "6   -1.148656  0.06 -2.138636 -0.446779  2.348171  2.838077  \n",
      "7   -1.002549  0.07 -1.794203 -0.555368  2.046865  2.640360  \n",
      "8   -0.893485  0.08 -1.406378 -0.497362  1.692100  2.365739  \n",
      "9   -0.845766  0.09 -1.058647 -0.356797  1.472501  2.115887  \n",
      "10  -0.814685  0.10 -0.860025 -0.226414  1.352265  2.001280  \n",
      "11  -0.829429  0.11 -1.007004 -0.097451  1.366694  1.978294  \n",
      "12  -0.896732  0.12 -1.176767 -0.057928  1.452184  2.025401  \n",
      "13  -1.144219  0.13 -1.180328 -0.242941  1.863924  2.359024  \n",
      "14  -1.376288  0.14 -1.089818 -0.445696  2.267667  2.639513  \n",
      "15  -1.464183  0.15 -1.197111 -0.640306  2.493478  2.721550  \n",
      "16  -1.277792  0.16 -1.456383 -0.775446  2.455521  2.676798  \n",
      "17  -0.915554  0.17 -1.691850 -0.785813  1.900126  2.458896  \n",
      "18  -0.750964  0.18 -1.646792 -0.873752  1.047436  2.064937  \n",
      "19  -0.513094  0.19 -1.788011 -0.904289  0.389028  1.666493  \n",
      "20  -0.766488  0.20 -1.867500 -0.714981  0.041861  1.101025  \n",
      "21  -1.001645  0.21 -1.922654 -0.473402 -0.216319  0.615248  \n",
      "22  -1.230611  0.22 -2.155553 -0.317710 -0.405659  0.398205  \n",
      "23  -1.444834  0.23 -2.408736 -0.240766 -0.505893  0.240618  \n",
      "24  -1.591066  0.24 -2.511782 -0.207587 -0.634997  0.080057  \n",
      "25  -1.759489  0.25 -2.481974 -0.185615 -0.770506 -0.058782  \n",
      "26  -1.845650  0.26 -2.363327 -0.152264 -0.928482 -0.256008  \n",
      "27  -1.799092  0.27 -2.083464 -0.146213 -1.085741 -0.487528  \n",
      "28  -1.810185  0.28 -1.685875 -0.319739 -1.075381 -0.534140  \n",
      "29  -1.576704  0.29 -1.310848 -0.547330 -0.449758 -0.281499  \n",
      "..        ...   ...       ...       ...       ...       ...  \n",
      "323 -0.940824  3.23 -1.450987 -0.446782  2.163298  2.353118  \n",
      "324 -1.002636  3.24 -1.606884 -0.506771  2.459656  2.645303  \n",
      "325 -1.073793  3.25 -1.729159 -0.580996  2.654127  2.830299  \n",
      "326 -1.076483  3.26 -1.683165 -0.622999  2.677536  2.828091  \n",
      "327 -1.034087  3.27 -1.564847 -0.656757  2.600733  2.700842  \n",
      "328 -0.919646  3.28 -1.469334 -0.698977  2.339130  2.439479  \n",
      "329 -0.742135  3.29 -1.433012 -0.814813  1.977341  2.082118  \n",
      "330 -0.625038  3.30 -1.386315 -0.945711  1.647668  1.826691  \n",
      "331 -0.516986  3.31 -1.416299 -1.012982  1.235243  1.542409  \n",
      "332 -0.452847  3.32 -1.532751 -0.993406  0.996695  1.299305  \n",
      "333 -0.381139  3.33 -1.722403 -0.879761  0.818686  1.067185  \n",
      "334 -0.343197  3.34 -1.808215 -0.747193  0.702401  0.869451  \n",
      "335 -0.349509  3.35 -1.953099 -0.626891  0.637686  0.683017  \n",
      "336 -0.356958  3.36 -2.130266 -0.510602  0.618618  0.556006  \n",
      "337 -0.372236  3.37 -2.290794 -0.383666  0.578710  0.458809  \n",
      "338 -0.387394  3.38 -2.420239 -0.280083  0.539317  0.385386  \n",
      "339 -0.390596  3.39 -2.502581 -0.188337  0.490233  0.300865  \n",
      "340 -0.400495  3.40 -2.560001 -0.085032  0.456786  0.249622  \n",
      "341 -0.404425  3.41 -2.634090 -0.015164  0.457289  0.233323  \n",
      "342 -0.387149  3.42 -2.716803  0.040246  0.442599  0.185495  \n",
      "343 -0.376803  3.43 -2.781300  0.125550  0.407619  0.123969  \n",
      "344 -0.401365  3.44 -2.720104  0.242759  0.358446  0.083492  \n",
      "345 -0.416285  3.45 -2.670752  0.344782  0.309568  0.035596  \n",
      "346 -0.441989  3.46 -2.589393  0.427073  0.268244  0.007849  \n",
      "347 -0.466575  3.47 -2.448109  0.492401  0.207431 -0.028687  \n",
      "348 -0.491338  3.48 -2.221819  0.551435  0.092560 -0.113977  \n",
      "349 -0.505000  3.49 -2.019248  0.617568  0.024938 -0.175802  \n",
      "350 -0.482455  3.50 -1.813222  0.720849 -0.074570 -0.251310  \n",
      "351 -0.420163  3.51 -1.606393  0.881931 -0.199565 -0.337281  \n",
      "352 -0.243608  3.52 -1.380307  1.052563 -0.352034 -0.433321  \n",
      "\n",
      "[353 rows x 19 columns]\n",
      "   anterior      back     close  consonantal  continuant    dental      flap  \\\n",
      "0 -1.167165  0.707425 -0.816183     0.242156    0.354737  0.417513 -0.206846   \n",
      "1 -1.390965  1.049907 -0.897316     0.201403    0.516070  0.451745 -0.434912   \n",
      "2 -1.352021  1.521410 -0.845405     0.105291    0.307535  0.275433 -0.452479   \n",
      "3 -1.276914  1.879744 -0.675011     0.034331    0.197481  0.105455 -0.446818   \n",
      "4 -1.237874  2.318525 -0.483503    -0.203479   -0.112426 -0.014190 -0.496582   \n",
      "\n",
      "     labial   lateral     nasal      open     pause      stop  strident  time  \\\n",
      "0  0.403272  0.166160  0.432891  0.621361 -0.510730  0.298761 -0.700087  0.00   \n",
      "1  0.518880 -0.032103  0.233503  0.868841 -1.107767  0.418977 -0.798871  0.01   \n",
      "2  0.408729 -0.303409 -0.013906  1.212762 -1.262475  0.313549 -0.859780  0.02   \n",
      "3  0.028014 -0.490157 -0.303392  1.541867 -1.121639  0.175561 -0.866629  0.03   \n",
      "4 -0.322232 -0.499649 -0.458057  1.989852 -1.240179  0.006369 -0.985448  0.04   \n",
      "\n",
      "      trill     velar   vocalic     voice  \n",
      "0 -1.439343 -0.260357  0.473920  0.982517  \n",
      "1 -1.353433 -0.258486  0.787856  1.226672  \n",
      "2 -1.527690 -0.157490  1.185011  1.444934  \n",
      "3 -1.924418 -0.000370  1.485420  1.657477  \n",
      "4 -2.234600 -0.070588  1.939312  2.104749  \n"
     ]
    }
   ],
   "source": [
    "features1=phonologicalf.extract_features_file(file_audio, static=False, plots=False, fmt=\"csv\")\n",
    "print(features1)\n",
    "print(features1.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract dynamic features and return them as a torch tensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.float64\n",
      "torch.Size([353, 18])\n"
     ]
    }
   ],
   "source": [
    "features1=phonologicalf.extract_features_file(file_audio, static=False, plots=False, fmt=\"torch\")\n",
    "print(features1.dtype)\n",
    "print(features1.size())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract static features from a path return them as a numpy array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing 098_u1_PCGITA.wav: 100%|██████████| 4/4 [01:04<00:00, 16.26s/it]      "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4, 108)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "path_audio=\"../audios/\"\n",
    "features1=phonologicalf.extract_features_path(path_audio, static=True, plots=False, fmt=\"npy\")\n",
    "print(features1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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